Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 30000 |
| Missing cells | 25062 |
| Missing cells (%) | 3.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.5 MiB |
| Average record size in memory | 192.0 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 10 |
| Boolean | 2 |
Customer ID has a high cardinality: 30000 distinct values | High cardinality |
Name has a high cardinality: 30000 distinct values | High cardinality |
Income (USD) is highly correlated with Property Age | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 2 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Property Price is highly correlated with Loan Amount Request (USD) and 2 other fields | High correlation |
Loan Sanction Amount (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Income (USD) is highly correlated with Property Age | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 2 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Property Price is highly correlated with Loan Amount Request (USD) and 2 other fields | High correlation |
Loan Sanction Amount (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Income (USD) is highly correlated with Property Age | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 2 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Property Price is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Loan Sanction Amount (USD) is highly correlated with Loan Amount Request (USD) | High correlation |
Income Stability is highly correlated with Age and 1 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Sanction Amount (USD) and 2 other fields | High correlation |
Loan Sanction Amount (USD) is highly correlated with Current Loan Expenses (USD) and 2 other fields | High correlation |
Income (USD) is highly correlated with Property Age | High correlation |
Property Price is highly correlated with Current Loan Expenses (USD) and 2 other fields | High correlation |
Age is highly correlated with Income Stability | High correlation |
Profession is highly correlated with Income Stability | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 2 other fields | High correlation |
Income Stability is highly correlated with Type of Employment and 1 other fields | High correlation |
Type of Employment is highly correlated with Income Stability | High correlation |
Profession is highly correlated with Income Stability | High correlation |
Income (USD) has 4576 (15.3%) missing values | Missing |
Income Stability has 1683 (5.6%) missing values | Missing |
Type of Employment has 7270 (24.2%) missing values | Missing |
Dependents has 2493 (8.3%) missing values | Missing |
Credit Score has 1703 (5.7%) missing values | Missing |
Has Active Credit Card has 1566 (5.2%) missing values | Missing |
Property Age has 4850 (16.2%) missing values | Missing |
Property Location has 356 (1.2%) missing values | Missing |
Loan Sanction Amount (USD) has 340 (1.1%) missing values | Missing |
Income (USD) is highly skewed (γ1 = 154.00172) | Skewed |
Property Age is highly skewed (γ1 = 153.2196101) | Skewed |
Customer ID is uniformly distributed | Uniform |
Name is uniformly distributed | Uniform |
Customer ID has unique values | Unique |
Name has unique values | Unique |
Loan Sanction Amount (USD) has 7865 (26.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-06-27 06:18:31.349608 |
|---|---|
| Analysis finished | 2021-06-27 06:19:32.772486 |
| Duration | 1 minute and 1.42 second |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 30000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| C-14537 | 1 |
|---|---|
| C-27652 | 1 |
| C-3942 | 1 |
| C-5210 | 1 |
| C-21819 | 1 |
| Other values (29995) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.7817 |
| Min length | 3 |
Characters and Unicode
| Total characters | 203451 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 30000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | C-36995 |
|---|---|
| 2nd row | C-33999 |
| 3rd row | C-3770 |
| 4th row | C-26480 |
| 5th row | C-23459 |
Common Values
| Value | Count | Frequency (%) |
| C-14537 | 1 | < 0.1% |
| C-27652 | 1 | < 0.1% |
| C-3942 | 1 | < 0.1% |
| C-5210 | 1 | < 0.1% |
| C-21819 | 1 | < 0.1% |
| C-37518 | 1 | < 0.1% |
| C-10686 | 1 | < 0.1% |
| C-16899 | 1 | < 0.1% |
| C-47213 | 1 | < 0.1% |
| C-11941 | 1 | < 0.1% |
| Other values (29990) | 29990 |
Length
| Value | Count | Frequency (%) |
| c-23326 | 1 | < 0.1% |
| c-22306 | 1 | < 0.1% |
| c-49252 | 1 | < 0.1% |
| c-18314 | 1 | < 0.1% |
| c-31781 | 1 | < 0.1% |
| c-28221 | 1 | < 0.1% |
| c-40106 | 1 | < 0.1% |
| c-47617 | 1 | < 0.1% |
| c-47062 | 1 | < 0.1% |
| c-5234 | 1 | < 0.1% |
| Other values (29990) | 29990 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 30000 | |
| - | 30000 | |
| 3 | 18132 | |
| 1 | 18078 | |
| 2 | 18076 | |
| 4 | 18055 | |
| 7 | 12108 | |
| 8 | 11965 | 5.9% |
| 9 | 11955 | 5.9% |
| 5 | 11888 | 5.8% |
| Other values (2) | 23194 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 143451 | |
| Uppercase Letter | 30000 | 14.7% |
| Dash Punctuation | 30000 | 14.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 18132 | |
| 1 | 18078 | |
| 2 | 18076 | |
| 4 | 18055 | |
| 7 | 12108 | |
| 8 | 11965 | |
| 9 | 11955 | |
| 5 | 11888 | |
| 6 | 11851 | |
| 0 | 11343 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 30000 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 173451 | |
| Latin | 30000 | 14.7% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| - | 30000 | |
| 3 | 18132 | |
| 1 | 18078 | |
| 2 | 18076 | |
| 4 | 18055 | |
| 7 | 12108 | |
| 8 | 11965 | 6.9% |
| 9 | 11955 | 6.9% |
| 5 | 11888 | 6.9% |
| 6 | 11851 | 6.8% |
Latin
| Value | Count | Frequency (%) |
| C | 30000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 203451 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 30000 | |
| - | 30000 | |
| 3 | 18132 | |
| 1 | 18078 | |
| 2 | 18076 | |
| 4 | 18055 | |
| 7 | 12108 | |
| 8 | 11965 | 5.9% |
| 9 | 11955 | 5.9% |
| 5 | 11888 | 5.8% |
| Other values (2) | 23194 |
| Distinct | 30000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| Armida Lajeunesse | 1 |
|---|---|
| Lacey Devenport | 1 |
| Pamula Sackett | 1 |
| Maricela Brwon | 1 |
| Darlena Omalley | 1 |
| Other values (29995) |
Length
| Max length | 24 |
|---|---|
| Median length | 13 |
| Mean length | 13.52893333 |
| Min length | 6 |
Characters and Unicode
| Total characters | 405868 |
|---|---|
| Distinct characters | 53 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 30000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Frederica Shealy |
|---|---|
| 2nd row | America Calderone |
| 3rd row | Rosetta Verne |
| 4th row | Zoe Chitty |
| 5th row | Afton Venema |
Common Values
| Value | Count | Frequency (%) |
| Armida Lajeunesse | 1 | < 0.1% |
| Lacey Devenport | 1 | < 0.1% |
| Pamula Sackett | 1 | < 0.1% |
| Maricela Brwon | 1 | < 0.1% |
| Darlena Omalley | 1 | < 0.1% |
| Genie Antoine | 1 | < 0.1% |
| Glendora Calender | 1 | < 0.1% |
| Margareta Koffler | 1 | < 0.1% |
| Roxy Teamer | 1 | < 0.1% |
| Nakita Marro | 1 | < 0.1% |
| Other values (29990) | 29990 |
Length
| Value | Count | Frequency (%) |
| gina | 113 | 0.2% |
| sidney | 106 | 0.2% |
| teri | 102 | 0.2% |
| lorriane | 102 | 0.2% |
| jenni | 100 | 0.2% |
| noe | 100 | 0.2% |
| selena | 99 | 0.2% |
| margareta | 98 | 0.2% |
| desire | 98 | 0.2% |
| brian | 97 | 0.2% |
| Other values (2493) | 58985 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 44455 | 11.0% |
| a | 40934 | 10.1% |
| 30000 | 7.4% | |
| n | 29296 | 7.2% |
| r | 27736 | 6.8% |
| i | 26855 | 6.6% |
| l | 24035 | 5.9% |
| o | 20028 | 4.9% |
| t | 14824 | 3.7% |
| s | 13009 | 3.2% |
| Other values (43) | 134696 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 315868 | |
| Uppercase Letter | 60000 | 14.8% |
| Space Separator | 30000 | 7.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 5846 | 9.7% |
| M | 5481 | 9.1% |
| L | 4541 | 7.6% |
| B | 4139 | 6.9% |
| A | 3989 | 6.6% |
| C | 3862 | 6.4% |
| D | 3206 | 5.3% |
| K | 3163 | 5.3% |
| G | 2844 | 4.7% |
| R | 2721 | 4.5% |
| Other values (16) | 20208 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 44455 | |
| a | 40934 | |
| n | 29296 | |
| r | 27736 | |
| i | 26855 | |
| l | 24035 | 7.6% |
| o | 20028 | 6.3% |
| t | 14824 | 4.7% |
| s | 13009 | 4.1% |
| d | 9474 | 3.0% |
| Other values (16) | 65222 |
Space Separator
| Value | Count | Frequency (%) |
| 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 375868 | |
| Common | 30000 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 44455 | 11.8% |
| a | 40934 | 10.9% |
| n | 29296 | 7.8% |
| r | 27736 | 7.4% |
| i | 26855 | 7.1% |
| l | 24035 | 6.4% |
| o | 20028 | 5.3% |
| t | 14824 | 3.9% |
| s | 13009 | 3.5% |
| d | 9474 | 2.5% |
| Other values (42) | 125222 |
Common
| Value | Count | Frequency (%) |
| 30000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 405868 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 44455 | 11.0% |
| a | 40934 | 10.1% |
| 30000 | 7.4% | |
| n | 29296 | 7.2% |
| r | 27736 | 6.8% |
| i | 26855 | 6.6% |
| l | 24035 | 5.9% |
| o | 20028 | 4.9% |
| t | 14824 | 3.7% |
| s | 13009 | 3.2% |
| Other values (43) | 134696 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 53 |
| Missing (%) | 0.2% |
| Memory size | 234.5 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29947 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| M | 15053 | |
| F | 14894 | |
| (Missing) | 53 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| m | 15053 | |
| f | 14894 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 15053 | |
| F | 14894 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 29947 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 15053 | |
| F | 14894 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29947 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 15053 | |
| F | 14894 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29947 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 15053 | |
| F | 14894 |
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.0923 |
| Minimum | 18 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 25 |
| median | 40 |
| Q3 | 55 |
| 95-th percentile | 64 |
| Maximum | 65 |
| Range | 47 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 16.04512893 |
|---|---|
| Coefficient of variation (CV) | 0.4002047507 |
| Kurtosis | -1.382082938 |
| Mean | 40.0923 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.0460938016 |
| Sum | 1202769 |
| Variance | 257.4461622 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 4378 | 14.6% |
| 65 | 1349 | 4.5% |
| 64 | 813 | 2.7% |
| 61 | 787 | 2.6% |
| 62 | 784 | 2.6% |
| 60 | 774 | 2.6% |
| 63 | 712 | 2.4% |
| 57 | 538 | 1.8% |
| 47 | 536 | 1.8% |
| 44 | 523 | 1.7% |
| Other values (38) | 18806 |
| Value | Count | Frequency (%) |
| 18 | 4378 | |
| 19 | 482 | 1.6% |
| 20 | 499 | 1.7% |
| 21 | 510 | 1.7% |
| 22 | 469 | 1.6% |
| 23 | 520 | 1.7% |
| 24 | 503 | 1.7% |
| 25 | 470 | 1.6% |
| 26 | 513 | 1.7% |
| 27 | 511 | 1.7% |
| Value | Count | Frequency (%) |
| 65 | 1349 | |
| 64 | 813 | |
| 63 | 712 | |
| 62 | 784 | |
| 61 | 787 | |
| 60 | 774 | |
| 59 | 492 | 1.6% |
| 58 | 514 | 1.7% |
| 57 | 538 | 1.8% |
| 56 | 507 | 1.7% |
Income (USD)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWED| Distinct | 24429 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 4576 |
| Missing (%) | 15.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2630.574417 |
| Minimum | 377.7 |
|---|---|
| Maximum | 1777460.21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 377.7 |
|---|---|
| 5-th percentile | 1034.6115 |
| Q1 | 1650.4575 |
| median | 2222.435 |
| Q3 | 3090.5925 |
| 95-th percentile | 5071.825 |
| Maximum | 1777460.21 |
| Range | 1777082.51 |
| Interquartile range (IQR) | 1440.135 |
Descriptive statistics
| Standard deviation | 11262.72383 |
|---|---|
| Coefficient of variation (CV) | 4.281469384 |
| Kurtosis | 24259.66896 |
| Mean | 2630.574417 |
| Median Absolute Deviation (MAD) | 663.2 |
| Skewness | 154.00172 |
| Sum | 66879723.99 |
| Variance | 126848948.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2415.7 | 4 | < 0.1% |
| 1608.43 | 4 | < 0.1% |
| 1723.73 | 3 | < 0.1% |
| 2206.6 | 3 | < 0.1% |
| 1868.78 | 3 | < 0.1% |
| 2304.81 | 3 | < 0.1% |
| 1617.97 | 3 | < 0.1% |
| 1282.74 | 3 | < 0.1% |
| 1681.48 | 3 | < 0.1% |
| 2412.07 | 3 | < 0.1% |
| Other values (24419) | 25392 | |
| (Missing) | 4576 | 15.3% |
| Value | Count | Frequency (%) |
| 377.7 | 1 | |
| 378.76 | 1 | |
| 378.91 | 1 | |
| 393.09 | 1 | |
| 418.9 | 1 | |
| 424.45 | 1 | |
| 437.63 | 1 | |
| 438.44 | 1 | |
| 442.47 | 1 | |
| 450.16 | 1 |
| Value | Count | Frequency (%) |
| 1777460.21 | 1 | |
| 122966.28 | 1 | |
| 54653.75 | 1 | |
| 48095.16 | 1 | |
| 32726.98 | 1 | |
| 31866.97 | 1 | |
| 31584.05 | 1 | |
| 28331.74 | 1 | |
| 27518.64 | 1 | |
| 26049.85 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1683 |
| Missing (%) | 5.6% |
| Memory size | 234.5 KiB |
| Low | |
|---|---|
| High | 2566 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.090616944 |
| Min length | 3 |
Characters and Unicode
| Total characters | 87517 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Low |
| 3rd row | High |
| 4th row | High |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Low | 25751 | |
| High | 2566 | 8.6% |
| (Missing) | 1683 | 5.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| low | 25751 | |
| high | 2566 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 25751 | |
| o | 25751 | |
| w | 25751 | |
| H | 2566 | 2.9% |
| i | 2566 | 2.9% |
| g | 2566 | 2.9% |
| h | 2566 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 59200 | |
| Uppercase Letter | 28317 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 25751 | |
| w | 25751 | |
| i | 2566 | 4.3% |
| g | 2566 | 4.3% |
| h | 2566 | 4.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 25751 | |
| H | 2566 | 9.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87517 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 25751 | |
| o | 25751 | |
| w | 25751 | |
| H | 2566 | 2.9% |
| i | 2566 | 2.9% |
| g | 2566 | 2.9% |
| h | 2566 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87517 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| L | 25751 | |
| o | 25751 | |
| w | 25751 | |
| H | 2566 | 2.9% |
| i | 2566 | 2.9% |
| g | 2566 | 2.9% |
| h | 2566 | 2.9% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| Working | |
|---|---|
| Commercial associate | |
| Pensioner | |
| State servant | |
| Unemployed | 2 |
| Other values (3) | 4 |
Length
| Max length | 20 |
|---|---|
| Median length | 7 |
| Mean length | 11.1068 |
| Min length | 7 |
Characters and Unicode
| Total characters | 333204 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Working |
|---|---|
| 2nd row | Working |
| 3rd row | Pensioner |
| 4th row | Pensioner |
| 5th row | Working |
Common Values
| Value | Count | Frequency (%) |
| Working | 16926 | |
| Commercial associate | 7962 | |
| Pensioner | 2740 | 9.1% |
| State servant | 2366 | 7.9% |
| Unemployed | 2 | < 0.1% |
| Businessman | 2 | < 0.1% |
| Student | 1 | < 0.1% |
| Maternity leave | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| working | 16926 | |
| commercial | 7962 | |
| associate | 7962 | |
| pensioner | 2740 | 6.8% |
| servant | 2366 | 5.9% |
| state | 2366 | 5.9% |
| unemployed | 2 | < 0.1% |
| businessman | 2 | < 0.1% |
| student | 1 | < 0.1% |
| maternity | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 35593 | |
| o | 35592 | |
| r | 29995 | 9.0% |
| a | 28622 | 8.6% |
| e | 26146 | 7.8% |
| n | 24780 | 7.4% |
| s | 21036 | 6.3% |
| W | 16926 | 5.1% |
| k | 16926 | 5.1% |
| g | 16926 | 5.1% |
| Other values (16) | 80662 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 292875 | |
| Uppercase Letter | 30000 | 9.0% |
| Space Separator | 10329 | 3.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 35593 | |
| o | 35592 | |
| r | 29995 | |
| a | 28622 | |
| e | 26146 | |
| n | 24780 | |
| s | 21036 | |
| k | 16926 | |
| g | 16926 | |
| m | 15928 | 5.4% |
| Other values (8) | 41331 |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 16926 | |
| C | 7962 | |
| P | 2740 | 9.1% |
| S | 2367 | 7.9% |
| U | 2 | < 0.1% |
| B | 2 | < 0.1% |
| M | 1 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 10329 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 322875 | |
| Common | 10329 | 3.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 35593 | |
| o | 35592 | |
| r | 29995 | |
| a | 28622 | |
| e | 26146 | 8.1% |
| n | 24780 | 7.7% |
| s | 21036 | 6.5% |
| W | 16926 | 5.2% |
| k | 16926 | 5.2% |
| g | 16926 | 5.2% |
| Other values (15) | 70333 |
Common
| Value | Count | Frequency (%) |
| 10329 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 333204 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 35593 | |
| o | 35592 | |
| r | 29995 | 9.0% |
| a | 28622 | 8.6% |
| e | 26146 | 7.8% |
| n | 24780 | 7.4% |
| s | 21036 | 6.3% |
| W | 16926 | 5.1% |
| k | 16926 | 5.1% |
| g | 16926 | 5.1% |
| Other values (16) | 80662 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7270 |
| Missing (%) | 24.2% |
| Memory size | 234.5 KiB |
| Laborers | |
|---|---|
| Sales staff | |
| Core staff | |
| Managers | |
| Drivers | |
| Other values (13) |
Length
| Max length | 21 |
|---|---|
| Median length | 10 |
| Mean length | 10.61728993 |
| Min length | 7 |
Characters and Unicode
| Total characters | 241331 |
|---|---|
| Distinct characters | 36 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales staff |
|---|---|
| 2nd row | High skill tech staff |
| 3rd row | Secretaries |
| 4th row | Laborers |
| 5th row | Managers |
Common Values
| Value | Count | Frequency (%) |
| Laborers | 5578 | |
| Sales staff | 3736 | |
| Core staff | 3230 | |
| Managers | 2495 | 8.3% |
| Drivers | 1606 | 5.4% |
| Accountants | 1379 | 4.6% |
| High skill tech staff | 1307 | 4.4% |
| Medicine staff | 864 | 2.9% |
| Security staff | 579 | 1.9% |
| Cooking staff | 566 | 1.9% |
| Other values (8) | 1390 | 4.6% |
| (Missing) | 7270 |
Length
| Value | Count | Frequency (%) |
| staff | 11263 | |
| laborers | 5740 | |
| sales | 3736 | 10.0% |
| core | 3230 | 8.7% |
| managers | 2495 | 6.7% |
| drivers | 1606 | 4.3% |
| accountants | 1379 | 3.7% |
| skill | 1307 | 3.5% |
| tech | 1307 | 3.5% |
| high | 1307 | 3.5% |
| Other values (13) | 3827 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 28426 | |
| a | 28422 | |
| e | 22741 | 9.4% |
| f | 22526 | 9.3% |
| r | 22300 | 9.2% |
| t | 16731 | 6.9% |
| 14467 | 6.0% | |
| o | 11643 | 4.8% |
| i | 8590 | 3.6% |
| n | 7600 | 3.1% |
| Other values (26) | 57885 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 203512 | |
| Uppercase Letter | 23041 | 9.5% |
| Space Separator | 14467 | 6.0% |
| Dash Punctuation | 162 | 0.1% |
| Other Punctuation | 149 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 28426 | |
| a | 28422 | |
| e | 22741 | |
| f | 22526 | |
| r | 22300 | |
| t | 16731 | |
| o | 11643 | |
| i | 8590 | 4.2% |
| n | 7600 | 3.7% |
| l | 7101 | 3.5% |
| Other values (11) | 27432 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 5902 | |
| S | 4476 | |
| C | 4137 | |
| M | 3359 | |
| D | 1606 | 7.0% |
| H | 1379 | 6.0% |
| A | 1379 | 6.0% |
| P | 342 | 1.5% |
| R | 158 | 0.7% |
| W | 149 | 0.6% |
| Other values (2) | 154 | 0.7% |
Space Separator
| Value | Count | Frequency (%) |
| 14467 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 149 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 162 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 226553 | |
| Common | 14778 | 6.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 28426 | |
| a | 28422 | |
| e | 22741 | |
| f | 22526 | |
| r | 22300 | |
| t | 16731 | 7.4% |
| o | 11643 | 5.1% |
| i | 8590 | 3.8% |
| n | 7600 | 3.4% |
| l | 7101 | 3.1% |
| Other values (23) | 50473 |
Common
| Value | Count | Frequency (%) |
| 14467 | ||
| - | 162 | 1.1% |
| / | 149 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 241331 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 28426 | |
| a | 28422 | |
| e | 22741 | 9.4% |
| f | 22526 | 9.3% |
| r | 22300 | 9.2% |
| t | 16731 | 6.9% |
| 14467 | 6.0% | |
| o | 11643 | 4.8% |
| i | 8590 | 3.6% |
| n | 7600 | 3.1% |
| Other values (26) | 57885 |
Location
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| Semi-Urban | |
|---|---|
| Rural | |
| Urban |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 8.593833333 |
| Min length | 5 |
Characters and Unicode
| Total characters | 257815 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Semi-Urban |
|---|---|
| 2nd row | Semi-Urban |
| 3rd row | Semi-Urban |
| 4th row | Rural |
| 5th row | Semi-Urban |
Common Values
| Value | Count | Frequency (%) |
| Semi-Urban | 21563 | |
| Rural | 5338 | 17.8% |
| Urban | 3099 | 10.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| semi-urban | 21563 | |
| rural | 5338 | 17.8% |
| urban | 3099 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 30000 | |
| a | 30000 | |
| U | 24662 | |
| b | 24662 | |
| n | 24662 | |
| S | 21563 | |
| e | 21563 | |
| m | 21563 | |
| i | 21563 | |
| - | 21563 | |
| Other values (3) | 16014 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 184689 | |
| Uppercase Letter | 51563 | 20.0% |
| Dash Punctuation | 21563 | 8.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 30000 | |
| a | 30000 | |
| b | 24662 | |
| n | 24662 | |
| e | 21563 | |
| m | 21563 | |
| i | 21563 | |
| u | 5338 | 2.9% |
| l | 5338 | 2.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 24662 | |
| S | 21563 | |
| R | 5338 | 10.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 21563 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 236252 | |
| Common | 21563 | 8.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 30000 | |
| a | 30000 | |
| U | 24662 | |
| b | 24662 | |
| n | 24662 | |
| S | 21563 | |
| e | 21563 | |
| m | 21563 | |
| i | 21563 | |
| R | 5338 | 2.3% |
| Other values (2) | 10676 | 4.5% |
Common
| Value | Count | Frequency (%) |
| - | 21563 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 257815 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 30000 | |
| a | 30000 | |
| U | 24662 | |
| b | 24662 | |
| n | 24662 | |
| S | 21563 | |
| e | 21563 | |
| m | 21563 | |
| i | 21563 | |
| - | 21563 | |
| Other values (3) | 16014 |
Loan Amount Request (USD)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 29982 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88826.33386 |
| Minimum | 6048.24 |
|---|---|
| Maximum | 621497.82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 6048.24 |
|---|---|
| 5-th percentile | 21009.856 |
| Q1 | 41177.755 |
| median | 75128.075 |
| Q3 | 119964.605 |
| 95-th percentile | 203686.565 |
| Maximum | 621497.82 |
| Range | 615449.58 |
| Interquartile range (IQR) | 78786.85 |
Descriptive statistics
| Standard deviation | 59536.9496 |
|---|---|
| Coefficient of variation (CV) | 0.6702623763 |
| Kurtosis | 2.103379537 |
| Mean | 88826.33386 |
| Median Absolute Deviation (MAD) | 36681.98 |
| Skewness | 1.260392183 |
| Sum | 2664790016 |
| Variance | 3544648368 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70410.47 | 2 | < 0.1% |
| 81346.59 | 2 | < 0.1% |
| 30810.81 | 2 | < 0.1% |
| 20323.29 | 2 | < 0.1% |
| 68353.33 | 2 | < 0.1% |
| 73908.66 | 2 | < 0.1% |
| 115859.9 | 2 | < 0.1% |
| 60315.37 | 2 | < 0.1% |
| 101644.5 | 2 | < 0.1% |
| 43921.71 | 2 | < 0.1% |
| Other values (29972) | 29980 |
| Value | Count | Frequency (%) |
| 6048.24 | 1 | |
| 6108.05 | 1 | |
| 6145.01 | 1 | |
| 6174.7 | 1 | |
| 6189.5 | 1 | |
| 6307.15 | 1 | |
| 6310.26 | 1 | |
| 6341.02 | 1 | |
| 6431.37 | 1 | |
| 6436.14 | 1 |
| Value | Count | Frequency (%) |
| 621497.82 | 1 | |
| 602384.15 | 1 | |
| 564812.49 | 1 | |
| 447860.56 | 1 | |
| 417936.91 | 1 | |
| 417580.72 | 1 | |
| 412229.23 | 1 | |
| 408413.2 | 1 | |
| 401084.8 | 1 | |
| 398662.89 | 1 |
Current Loan Expenses (USD)
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 24041 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 172 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 400.9368764 |
| Minimum | -999 |
|---|---|
| Maximum | 3840.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 177 |
| Negative (%) | 0.6% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | 127.3635 |
| Q1 | 247.6675 |
| median | 375.205 |
| Q3 | 521.2925 |
| 95-th percentile | 799.7755 |
| Maximum | 3840.88 |
| Range | 4839.88 |
| Interquartile range (IQR) | 273.625 |
Descriptive statistics
| Standard deviation | 242.5453749 |
|---|---|
| Coefficient of variation (CV) | 0.6049465369 |
| Kurtosis | 10.75107265 |
| Mean | 400.9368764 |
| Median Absolute Deviation (MAD) | 134.82 |
| Skewness | 0.04432815526 |
| Sum | 11959145.15 |
| Variance | 58828.25889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 177 | 0.6% |
| 333.79 | 6 | < 0.1% |
| 366.37 | 6 | < 0.1% |
| 185.9 | 5 | < 0.1% |
| 323.12 | 5 | < 0.1% |
| 430.93 | 5 | < 0.1% |
| 340.39 | 5 | < 0.1% |
| 408.45 | 4 | < 0.1% |
| 233.95 | 4 | < 0.1% |
| 400.66 | 4 | < 0.1% |
| Other values (24031) | 29607 | |
| (Missing) | 172 | 0.6% |
| Value | Count | Frequency (%) |
| -999 | 177 | |
| 33.76 | 1 | < 0.1% |
| 34.04 | 1 | < 0.1% |
| 39.61 | 1 | < 0.1% |
| 42.13 | 1 | < 0.1% |
| 43.09 | 1 | < 0.1% |
| 44.23 | 1 | < 0.1% |
| 44.63 | 1 | < 0.1% |
| 47.78 | 1 | < 0.1% |
| 48.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3840.88 | 1 | |
| 3419.66 | 1 | |
| 3025.4 | 1 | |
| 3018.15 | 1 | |
| 2512.02 | 1 | |
| 2481.22 | 1 | |
| 2052.85 | 1 | |
| 2035.34 | 1 | |
| 1995.57 | 1 | |
| 1993.87 | 1 |
Expense Type 1
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 19214 | |
| True | 10786 |
Expense Type 2
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.4 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 20180 | |
| False | 9820 |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2493 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.253026502 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9511621081 |
|---|---|
| Coefficient of variation (CV) | 0.4221708476 |
| Kurtosis | 1.398534 |
| Mean | 2.253026502 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8047511637 |
| Sum | 61974 |
| Variance | 0.9047093559 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 13108 | |
| 3 | 5719 | |
| 1 | 5544 | |
| 4 | 2704 | 9.0% |
| 5 | 372 | 1.2% |
| 6 | 50 | 0.2% |
| 7 | 7 | < 0.1% |
| 14 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| (Missing) | 2493 | 8.3% |
| Value | Count | Frequency (%) |
| 1 | 5544 | |
| 2 | 13108 | |
| 3 | 5719 | |
| 4 | 2704 | 9.0% |
| 5 | 372 | 1.2% |
| 6 | 50 | 0.2% |
| 7 | 7 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 7 | < 0.1% |
| 6 | 50 | 0.2% |
| 5 | 372 | 1.2% |
| 4 | 2704 | 9.0% |
| 3 | 5719 | |
| 2 | 13108 | |
| 1 | 5544 |
| Distinct | 17586 |
|---|---|
| Distinct (%) | 62.1% |
| Missing | 1703 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 739.8853811 |
| Minimum | 580 |
|---|---|
| Maximum | 896.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 580 |
|---|---|
| 5-th percentile | 624.372 |
| Q1 | 681.88 |
| median | 739.82 |
| Q3 | 799.12 |
| 95-th percentile | 854.78 |
| Maximum | 896.26 |
| Range | 316.26 |
| Interquartile range (IQR) | 117.24 |
Descriptive statistics
| Standard deviation | 72.1638461 |
|---|---|
| Coefficient of variation (CV) | 0.09753381799 |
| Kurtosis | -0.9851944799 |
| Mean | 739.8853811 |
| Median Absolute Deviation (MAD) | 58.67 |
| Skewness | -0.02025516921 |
| Sum | 20936536.63 |
| Variance | 5207.620684 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 792.76 | 9 | < 0.1% |
| 811.45 | 8 | < 0.1% |
| 844.26 | 7 | < 0.1% |
| 727.72 | 7 | < 0.1% |
| 777.86 | 7 | < 0.1% |
| 760.69 | 6 | < 0.1% |
| 782.9 | 6 | < 0.1% |
| 774.11 | 6 | < 0.1% |
| 735.8 | 6 | < 0.1% |
| 757.77 | 6 | < 0.1% |
| Other values (17576) | 28229 | |
| (Missing) | 1703 | 5.7% |
| Value | Count | Frequency (%) |
| 580 | 1 | |
| 580.85 | 1 | |
| 581.66 | 1 | |
| 582.3 | 1 | |
| 582.62 | 1 | |
| 583.05 | 2 | |
| 583.13 | 1 | |
| 583.34 | 1 | |
| 583.42 | 1 | |
| 583.54 | 1 |
| Value | Count | Frequency (%) |
| 896.26 | 1 | |
| 892.18 | 1 | |
| 891.95 | 1 | |
| 891.75 | 1 | |
| 891.32 | 1 | |
| 890.02 | 1 | |
| 889.79 | 1 | |
| 889.72 | 1 | |
| 889.71 | 1 | |
| 889.24 | 2 |
No. of Defaults
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24182 | |
| 1 | 5818 | 19.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 24182 | |
| 1 | 5818 | 19.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24182 | |
| 1 | 5818 | 19.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24182 | |
| 1 | 5818 | 19.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 30000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24182 | |
| 1 | 5818 | 19.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24182 | |
| 1 | 5818 | 19.4% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1566 |
| Missing (%) | 5.2% |
| Memory size | 234.5 KiB |
| Active | |
|---|---|
| Inactive | |
| Unpossessed |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 8.283076598 |
| Min length | 6 |
Characters and Unicode
| Total characters | 235521 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unpossessed |
|---|---|
| 2nd row | Unpossessed |
| 3rd row | Unpossessed |
| 4th row | Active |
| 5th row | Inactive |
Common Values
| Value | Count | Frequency (%) |
| Active | 9771 | |
| Inactive | 9466 | |
| Unpossessed | 9197 | |
| (Missing) | 1566 | 5.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| active | 9771 | |
| inactive | 9466 | |
| unpossessed | 9197 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 37631 | |
| s | 36788 | |
| c | 19237 | |
| t | 19237 | |
| i | 19237 | |
| v | 19237 | |
| n | 18663 | |
| A | 9771 | 4.1% |
| I | 9466 | 4.0% |
| a | 9466 | 4.0% |
| Other values (4) | 36788 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 207087 | |
| Uppercase Letter | 28434 | 12.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 37631 | |
| s | 36788 | |
| c | 19237 | |
| t | 19237 | |
| i | 19237 | |
| v | 19237 | |
| n | 18663 | |
| a | 9466 | 4.6% |
| p | 9197 | 4.4% |
| o | 9197 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 9771 | |
| I | 9466 | |
| U | 9197 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 235521 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 37631 | |
| s | 36788 | |
| c | 19237 | |
| t | 19237 | |
| i | 19237 | |
| v | 19237 | |
| n | 18663 | |
| A | 9771 | 4.1% |
| I | 9466 | 4.0% |
| a | 9466 | 4.0% |
| Other values (4) | 36788 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 235521 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 37631 | |
| s | 36788 | |
| c | 19237 | |
| t | 19237 | |
| i | 19237 | |
| v | 19237 | |
| n | 18663 | |
| A | 9771 | 4.1% |
| I | 9466 | 4.0% |
| a | 9466 | 4.0% |
| Other values (4) | 36788 |
Property ID
Real number (ℝ≥0)
| Distinct | 999 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 501.9347 |
| Minimum | 1 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 251 |
| median | 504 |
| Q3 | 751 |
| 95-th percentile | 949 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 500 |
Descriptive statistics
| Standard deviation | 288.1580858 |
|---|---|
| Coefficient of variation (CV) | 0.5740947693 |
| Kurtosis | -1.202563661 |
| Mean | 501.9347 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | -0.01051918972 |
| Sum | 15058041 |
| Variance | 83035.08241 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 839 | 51 | 0.2% |
| 944 | 46 | 0.2% |
| 102 | 46 | 0.2% |
| 614 | 45 | 0.1% |
| 787 | 45 | 0.1% |
| 870 | 45 | 0.1% |
| 278 | 44 | 0.1% |
| 185 | 43 | 0.1% |
| 768 | 43 | 0.1% |
| 382 | 43 | 0.1% |
| Other values (989) | 29549 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 2 | 21 | |
| 3 | 28 | |
| 4 | 34 | |
| 5 | 30 | |
| 6 | 31 | |
| 7 | 26 | |
| 8 | 33 | |
| 9 | 26 | |
| 10 | 29 |
| Value | Count | Frequency (%) |
| 999 | 26 | |
| 998 | 21 | |
| 997 | 29 | |
| 996 | 27 | |
| 995 | 28 | |
| 994 | 28 | |
| 993 | 32 | |
| 992 | 35 | |
| 991 | 36 | |
| 990 | 30 |
Property Age
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWED| Distinct | 24179 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 4850 |
| Missing (%) | 16.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2631.11944 |
| Minimum | 377.7 |
|---|---|
| Maximum | 1777460.21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 377.7 |
|---|---|
| 5-th percentile | 1035.066 |
| Q1 | 1650.45 |
| median | 2223.25 |
| Q3 | 3091.4075 |
| 95-th percentile | 5067.6665 |
| Maximum | 1777460.21 |
| Range | 1777082.51 |
| Interquartile range (IQR) | 1440.9575 |
Descriptive statistics
| Standard deviation | 11322.677 |
|---|---|
| Coefficient of variation (CV) | 4.303368684 |
| Kurtosis | 24008.67727 |
| Mean | 2631.11944 |
| Median Absolute Deviation (MAD) | 664.23 |
| Skewness | 153.2196101 |
| Sum | 66172653.91 |
| Variance | 128203014.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1608.43 | 4 | < 0.1% |
| 2415.7 | 4 | < 0.1% |
| 2104.26 | 3 | < 0.1% |
| 2412.07 | 3 | < 0.1% |
| 2114.52 | 3 | < 0.1% |
| 2052.94 | 3 | < 0.1% |
| 2304.81 | 3 | < 0.1% |
| 2013.11 | 3 | < 0.1% |
| 1946.61 | 3 | < 0.1% |
| 929.15 | 3 | < 0.1% |
| Other values (24169) | 25118 | |
| (Missing) | 4850 | 16.2% |
| Value | Count | Frequency (%) |
| 377.7 | 1 | |
| 378.76 | 1 | |
| 378.91 | 1 | |
| 393.09 | 1 | |
| 418.9 | 1 | |
| 424.45 | 1 | |
| 437.63 | 1 | |
| 438.44 | 1 | |
| 442.47 | 1 | |
| 450.16 | 1 |
| Value | Count | Frequency (%) |
| 1777460.21 | 1 | |
| 122966.28 | 1 | |
| 54653.75 | 1 | |
| 48095.16 | 1 | |
| 32726.98 | 1 | |
| 31866.97 | 1 | |
| 31584.05 | 1 | |
| 28331.74 | 1 | |
| 27518.64 | 1 | |
| 26049.85 | 1 |
Property Type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7863 | |
| 2 | 7650 | |
| 3 | 7309 | |
| 4 | 7178 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 7863 | |
| 2 | 7650 | |
| 3 | 7309 | |
| 4 | 7178 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7863 | |
| 2 | 7650 | |
| 3 | 7309 | |
| 4 | 7178 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 7863 | |
| 2 | 7650 | |
| 3 | 7309 | |
| 4 | 7178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 30000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 7863 | |
| 2 | 7650 | |
| 3 | 7309 | |
| 4 | 7178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 7863 | |
| 2 | 7650 | |
| 3 | 7309 | |
| 4 | 7178 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 356 |
| Missing (%) | 1.2% |
| Memory size | 234.5 KiB |
| Semi-Urban | |
|---|---|
| Rural | |
| Urban |
Length
| Max length | 10 |
|---|---|
| Median length | 5 |
| Mean length | 6.751956551 |
| Min length | 5 |
Characters and Unicode
| Total characters | 200155 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rural |
|---|---|
| 2nd row | Rural |
| 3rd row | Urban |
| 4th row | Semi-Urban |
| 5th row | Semi-Urban |
Common Values
| Value | Count | Frequency (%) |
| Semi-Urban | 10387 | |
| Rural | 10041 | |
| Urban | 9216 | |
| (Missing) | 356 | 1.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| semi-urban | 10387 | |
| rural | 10041 | |
| urban | 9216 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 29644 | |
| a | 29644 | |
| U | 19603 | |
| b | 19603 | |
| n | 19603 | |
| S | 10387 | 5.2% |
| e | 10387 | 5.2% |
| m | 10387 | 5.2% |
| i | 10387 | 5.2% |
| - | 10387 | 5.2% |
| Other values (3) | 30123 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 149737 | |
| Uppercase Letter | 40031 | 20.0% |
| Dash Punctuation | 10387 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 29644 | |
| a | 29644 | |
| b | 19603 | |
| n | 19603 | |
| e | 10387 | 6.9% |
| m | 10387 | 6.9% |
| i | 10387 | 6.9% |
| u | 10041 | 6.7% |
| l | 10041 | 6.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 19603 | |
| S | 10387 | |
| R | 10041 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10387 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 189768 | |
| Common | 10387 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 29644 | |
| a | 29644 | |
| U | 19603 | |
| b | 19603 | |
| n | 19603 | |
| S | 10387 | 5.5% |
| e | 10387 | 5.5% |
| m | 10387 | 5.5% |
| i | 10387 | 5.5% |
| R | 10041 | 5.3% |
| Other values (2) | 20082 |
Common
| Value | Count | Frequency (%) |
| - | 10387 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 200155 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 29644 | |
| a | 29644 | |
| U | 19603 | |
| b | 19603 | |
| n | 19603 | |
| S | 10387 | 5.2% |
| e | 10387 | 5.2% |
| m | 10387 | 5.2% |
| i | 10387 | 5.2% |
| - | 10387 | 5.2% |
| Other values (3) | 30123 |
Co-Applicant
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 1 | |
|---|---|
| 0 | |
| -999 | 168 |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.0168 |
| Min length | 1 |
Characters and Unicode
| Total characters | 30504 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 25516 | |
| 0 | 4316 | 14.4% |
| -999 | 168 | 0.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 25516 | |
| 0 | 4316 | 14.4% |
| 999 | 168 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 25516 | |
| 0 | 4316 | 14.1% |
| 9 | 504 | 1.7% |
| - | 168 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30336 | |
| Dash Punctuation | 168 | 0.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 25516 | |
| 0 | 4316 | 14.2% |
| 9 | 504 | 1.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 168 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 30504 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 25516 | |
| 0 | 4316 | 14.1% |
| 9 | 504 | 1.7% |
| - | 168 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30504 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 25516 | |
| 0 | 4316 | 14.1% |
| 9 | 504 | 1.7% |
| - | 168 | 0.6% |
| Distinct | 29632 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 131759.6803 |
| Minimum | -999 |
|---|---|
| Maximum | 1077966.73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 352 |
| Negative (%) | 1.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | 27945.385 |
| Q1 | 60572.16 |
| median | 109993.61 |
| Q3 | 178880.72 |
| 95-th percentile | 315010.661 |
| Maximum | 1077966.73 |
| Range | 1078965.73 |
| Interquartile range (IQR) | 118308.56 |
Descriptive statistics
| Standard deviation | 93549.5481 |
|---|---|
| Coefficient of variation (CV) | 0.7100013291 |
| Kurtosis | 3.149422456 |
| Mean | 131759.6803 |
| Median Absolute Deviation (MAD) | 54675.335 |
| Skewness | 1.41696463 |
| Sum | 3952790408 |
| Variance | 8751517951 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 352 | 1.2% |
| 85907.5 | 2 | < 0.1% |
| 51395.67 | 2 | < 0.1% |
| 356356.48 | 2 | < 0.1% |
| 335541.91 | 2 | < 0.1% |
| 51652.52 | 2 | < 0.1% |
| 77957.35 | 2 | < 0.1% |
| 28252.49 | 2 | < 0.1% |
| 57914.08 | 2 | < 0.1% |
| 53075.16 | 2 | < 0.1% |
| Other values (29622) | 29630 |
| Value | Count | Frequency (%) |
| -999 | 352 | |
| 7265.95 | 1 | < 0.1% |
| 7309.87 | 1 | < 0.1% |
| 7439.12 | 1 | < 0.1% |
| 7859.62 | 1 | < 0.1% |
| 7900.34 | 1 | < 0.1% |
| 8012.24 | 1 | < 0.1% |
| 8029.94 | 1 | < 0.1% |
| 8068.74 | 1 | < 0.1% |
| 8231.39 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1077966.73 | 1 | |
| 1028082.64 | 1 | |
| 987770.87 | 1 | |
| 769438.43 | 1 | |
| 736792.32 | 1 | |
| 683713.79 | 1 | |
| 680125.07 | 1 | |
| 678932.62 | 1 | |
| 674193.1 | 1 | |
| 667386.91 | 1 |
Loan Sanction Amount (USD)
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 21450 |
|---|---|
| Distinct (%) | 72.3% |
| Missing | 340 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47649.34221 |
| Minimum | -999 |
|---|---|
| Maximum | 481907.32 |
| Zeros | 7865 |
| Zeros (%) | 26.2% |
| Negative | 338 |
| Negative (%) | 1.1% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 35209.395 |
| Q3 | 74261.25 |
| 95-th percentile | 141339.9685 |
| Maximum | 481907.32 |
| Range | 482906.32 |
| Interquartile range (IQR) | 74261.25 |
Descriptive statistics
| Standard deviation | 48221.14669 |
|---|---|
| Coefficient of variation (CV) | 1.01200026 |
| Kurtosis | 1.760122431 |
| Mean | 47649.34221 |
| Median Absolute Deviation (MAD) | 35209.395 |
| Skewness | 1.229939031 |
| Sum | 1413279490 |
| Variance | 2325278988 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7865 | 26.2% |
| -999 | 338 | 1.1% |
| 28937.45 | 3 | < 0.1% |
| 27394.93 | 2 | < 0.1% |
| 26047.92 | 2 | < 0.1% |
| 27767.18 | 2 | < 0.1% |
| 15270.22 | 2 | < 0.1% |
| 54850.85 | 2 | < 0.1% |
| 105047.72 | 2 | < 0.1% |
| 47136.42 | 2 | < 0.1% |
| Other values (21440) | 21440 | |
| (Missing) | 340 | 1.1% |
| Value | Count | Frequency (%) |
| -999 | 338 | 1.1% |
| 0 | 7865 | |
| 4023.18 | 1 | < 0.1% |
| 4121.66 | 1 | < 0.1% |
| 4183.49 | 1 | < 0.1% |
| 4319.61 | 1 | < 0.1% |
| 4417.18 | 1 | < 0.1% |
| 4445.54 | 1 | < 0.1% |
| 4482.97 | 1 | < 0.1% |
| 4488.02 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 481907.32 | 1 | |
| 395368.74 | 1 | |
| 326730.56 | 1 | |
| 323233.31 | 1 | |
| 313502.39 | 1 | |
| 313452.68 | 1 | |
| 301457.2 | 1 | |
| 293150.14 | 1 | |
| 292666.61 | 1 | |
| 289506.99 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Customer ID | Name | Gender | Age | Income (USD) | Income Stability | Profession | Type of Employment | Location | Loan Amount Request (USD) | Current Loan Expenses (USD) | Expense Type 1 | Expense Type 2 | Dependents | Credit Score | No. of Defaults | Has Active Credit Card | Property ID | Property Age | Property Type | Property Location | Co-Applicant | Property Price | Loan Sanction Amount (USD) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | C-36995 | Frederica Shealy | F | 56 | 1933.05 | Low | Working | Sales staff | Semi-Urban | 72809.58 | 241.08 | N | N | 3.0 | 809.44 | 0 | NaN | 746 | 1933.05 | 4 | Rural | 1 | 119933.46 | 54607.18 |
| 1 | C-33999 | America Calderone | M | 32 | 4952.91 | Low | Working | NaN | Semi-Urban | 46837.47 | 495.81 | N | Y | 1.0 | 780.40 | 0 | Unpossessed | 608 | 4952.91 | 2 | Rural | 1 | 54791.00 | 37469.98 |
| 2 | C-3770 | Rosetta Verne | F | 65 | 988.19 | High | Pensioner | NaN | Semi-Urban | 45593.04 | 171.95 | N | Y | 1.0 | 833.15 | 0 | Unpossessed | 546 | 988.19 | 2 | Urban | 0 | 72440.58 | 36474.43 |
| 3 | C-26480 | Zoe Chitty | F | 65 | NaN | High | Pensioner | NaN | Rural | 80057.92 | 298.54 | N | Y | 2.0 | 832.70 | 1 | Unpossessed | 890 | NaN | 2 | Semi-Urban | 1 | 121441.51 | 56040.54 |
| 4 | C-23459 | Afton Venema | F | 31 | 2614.77 | Low | Working | High skill tech staff | Semi-Urban | 113858.89 | 491.41 | N | Y | NaN | 745.55 | 1 | Active | 715 | 2614.77 | 4 | Semi-Urban | 1 | 208567.91 | 74008.28 |
| 5 | C-17688 | Polly Crumpler | F | 60 | 1234.92 | Low | State servant | Secretaries | Rural | 34434.72 | 181.48 | N | N | 2.0 | 684.12 | 1 | Inactive | 491 | 1234.92 | 2 | Rural | 1 | 43146.82 | 22382.57 |
| 6 | C-23855 | Nathalie Olivier | M | 43 | 2361.56 | Low | Working | Laborers | Semi-Urban | 152561.34 | 697.67 | Y | Y | 2.0 | 637.29 | 0 | Unpossessed | 227 | 2361.56 | 1 | Semi-Urban | 1 | 221050.80 | 0.00 |
| 7 | C-11006 | Clarinda Montana | F | 45 | NaN | Low | State servant | Managers | Semi-Urban | 240311.77 | 807.64 | N | N | 2.0 | 812.26 | 0 | Active | 314 | NaN | 2 | Urban | 1 | 401040.70 | 168218.24 |
| 8 | C-26934 | Kenny Ankrom | F | 38 | 1296.07 | Low | Working | Cooking staff | Rural | 35141.99 | 155.95 | N | Y | 3.0 | 705.29 | 1 | Active | 241 | 1296.07 | 4 | Rural | 1 | 54903.44 | 22842.29 |
| 9 | C-24944 | Barbie Goetsch | M | 18 | 1546.17 | Low | Working | Laborers | Rural | 42091.29 | 500.20 | N | N | 2.0 | 613.24 | 0 | Unpossessed | 883 | 1546.17 | 2 | Urban | 1 | 67993.43 | 0.00 |
Last rows
| Customer ID | Name | Gender | Age | Income (USD) | Income Stability | Profession | Type of Employment | Location | Loan Amount Request (USD) | Current Loan Expenses (USD) | Expense Type 1 | Expense Type 2 | Dependents | Credit Score | No. of Defaults | Has Active Credit Card | Property ID | Property Age | Property Type | Property Location | Co-Applicant | Property Price | Loan Sanction Amount (USD) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29990 | C-49100 | Chantel Costigan | F | 64 | 4211.81 | Low | Commercial associate | Cooking staff | Urban | 225434.35 | 867.88 | N | N | 3.0 | 842.81 | 0 | Unpossessed | 408 | 4211.81 | 1 | Urban | 1 | 285966.63 | 0.00 |
| 29991 | C-20609 | Barbie Hice | F | 55 | NaN | Low | Commercial associate | High skill tech staff | Semi-Urban | 127571.87 | 707.74 | N | Y | 2.0 | NaN | 0 | Unpossessed | 213 | NaN | 4 | Urban | 1 | 195998.69 | 95678.90 |
| 29992 | C-32912 | Nana Nell | M | 34 | 2904.15 | Low | Working | Laborers | Semi-Urban | 141260.03 | 477.19 | N | N | 4.0 | 647.87 | 0 | Inactive | 922 | 2904.15 | 2 | Semi-Urban | 1 | 226298.50 | 0.00 |
| 29993 | C-21440 | Jonathon Rodriques | M | 62 | NaN | Low | Working | Cleaning staff | Semi-Urban | 9811.65 | 107.88 | N | N | 2.0 | 709.43 | 1 | Active | 404 | NaN | 2 | Urban | 1 | 17956.31 | 6377.57 |
| 29994 | C-7813 | Jocelyn Deschamp | M | 39 | 2250.19 | Low | Commercial associate | Managers | Rural | 83810.38 | 430.66 | Y | Y | 3.0 | NaN | 0 | Inactive | 265 | 2250.19 | 3 | Urban | 1 | 129028.33 | 62857.78 |
| 29995 | C-43723 | Angelyn Clevenger | M | 38 | 4969.41 | Low | Commercial associate | Managers | Urban | 76657.90 | 722.34 | Y | Y | 2.0 | 869.61 | 0 | Unpossessed | 566 | 4969.41 | 4 | Urban | 1 | 111096.56 | 68992.11 |
| 29996 | C-32511 | Silas Slaugh | M | 20 | 1606.88 | Low | Working | Laborers | Semi-Urban | 66595.14 | 253.04 | N | N | 3.0 | 729.41 | 0 | Inactive | 175 | 1606.88 | 3 | Urban | 1 | 73453.94 | 46616.60 |
| 29997 | C-5192 | Carmelo Lone | F | 49 | NaN | Low | Working | Sales staff | Urban | 81410.08 | 583.11 | N | Y | NaN | NaN | 0 | Active | 959 | NaN | 1 | Rural | 1 | 102108.02 | 61057.56 |
| 29998 | C-12172 | Carolann Osby | M | 38 | 2417.71 | Low | Working | Security staff | Semi-Urban | 142524.10 | 378.29 | N | Y | 3.0 | 677.27 | 1 | Unpossessed | 375 | 2417.71 | 4 | Urban | 1 | 168194.47 | 99766.87 |
| 29999 | C-33003 | Bridget Garibaldi | F | 63 | 3068.24 | High | Pensioner | NaN | Rural | 156290.54 | 693.94 | N | Y | 1.0 | 815.44 | 0 | Active | 344 | 3068.24 | 3 | Rural | 1 | 194512.60 | 117217.90 |